diff --git a/404.html b/404.html index 5436031..beb05e5 100644 --- a/404.html +++ b/404.html @@ -89,7 +89,7 @@ diff --git a/aws/hello-aws.html b/aws/hello-aws.html index b63f6a3..cc46c8f 100644 --- a/aws/hello-aws.html +++ b/aws/hello-aws.html @@ -88,7 +88,7 @@ diff --git a/aws/index.html b/aws/index.html index e7116c8..b139458 100644 --- a/aws/index.html +++ b/aws/index.html @@ -88,7 +88,7 @@ diff --git a/aws/jenkins-pipeline.html b/aws/jenkins-pipeline.html index 66b1a7c..aadf8b2 100644 --- a/aws/jenkins-pipeline.html +++ b/aws/jenkins-pipeline.html @@ -88,7 +88,7 @@ diff --git a/azure/azure-spot-runner/azure-spot-runner.html b/azure/azure-spot-runner.html similarity index 50% rename from azure/azure-spot-runner/azure-spot-runner.html rename to azure/azure-spot-runner.html index 42585ff..56685af 100644 --- a/azure/azure-spot-runner/azure-spot-runner.html +++ b/azure/azure-spot-runner.html @@ -12,21 +12,21 @@ - - - - - - + + + + + + - - + + - - - + + + @@ -35,7 +35,7 @@
@@ -88,7 +88,7 @@ @@ -142,7 +142,7 @@

Candle Cookbook

- + @@ -171,17 +171,76 @@

Candle Cookbook

-

Azure spot runner setup

+

Azure spot runner with Github Action.

+

Using Ephemeral Infrastructure with Azure VMS as GitHub Action Runners to build Candle binary latter.

+

Requirements

+ +

Create an service principle with the following details:

+
    +
  • AppID
    • +
  • password
    • +
  • tenant information
    • +
+

Create an service principal by running:

+
$ az ad sp create-for-rbac -n "Name_of_Service_principal"
+
+
    +
  • This output contains all the infomation about your AZURE_CREDENTIALS. Please copy & save it to your local in order to set up VM after we setup the Spot Runner.
    • +
+

The output includes credentials that you must protect. Be sure that you do not include these credentials in your code or check the credentials into your source control. For more information, see https://aka.ms/azadsp-cli

+

Create an Azure Resource Group

+

A resource group is a way to group services together so that you can keep track of them and delete them later with ease. Use the az CLI to accomplish this:

+
az group create --location eastus --name "<RESOURCE_GROUP_NAME>"
+
+

Keep that resource group name handy for other operations. In this repository the $<RESOURCE_GROUP_NAME> resource group is used throughout. Note the location as well. Make sure that the location (region) maps to the resources you want to create.

+

Create an Azure Key Vault

+

You will store your GitHub PAT here so that it can later be retrieved by the VM.

+
$ az keyvault create --name candel-vms --resource-group githubVM --location eastus
+$ az keyvault secret set --vault-name candel-vms --name "GitHubPAT" --value $GITHUB_PAT
+
+

Replace $GITHUB_PAT with the value of the PAT created earlier

+

Assign an identity with permissions for Key Vault

+

Now that the key vault is created, you need to create an identity and then allow resources in the resource group to be able to access it. You must give this identity a name, in this case we use GitHubVMs. Note this name will be used in other steps.

+
$ az identity create --name GitHubVMs --resource-group githubVM --location eastus
+
+
+

Capture the Principal ID which will be used for the value for --object-id later. You can retrieve it again by using:

+
$ az identity show --name GitHubVMs --resource-group githubVM
+
+

Use the object id to set the policy, replace $OBJECT_ID with the one you found in the previous command:

+
$ az keyvault set-policy --name candel-vms --object-id <$BOJECT_ID> --secret-permissions get
+
+

Verify you can get the PAT with the following command:

+
az keyvault secret show --name "GitHubPAT" --vault-name candel-vms --query value -o tsv
+
+

Provide a role to VMs

+

Assign a role to the VMs so that they have enough permissions to write the image when getting created. Start by finding the principalId which will then be needed for the next step:

+
az identity show --name GitHubVMs --resource-group githubVM --query principalId
+
+

With the principalId you can assign it to the VMs now:

+
az role assignment create --assignee <principal_ID> --role Contributor --resource-group githubVM
+
+

Trigger the create image run

+

Now you are ready to create the image. Run it manually and make sure it works correctly. If succesful, an image will be created for you which you can query with the following command:

+
az image list --resource-group githubVM --output table
+
@@ -210,13 +269,13 @@

- - + + + - - - + + + diff --git a/azure/azure-spot-runner/candle-VM.html b/azure/azure-spot-runner/candle-VM.html deleted file mode 100644 index d29a65f..0000000 --- a/azure/azure-spot-runner/candle-VM.html +++ /dev/null @@ -1,220 +0,0 @@ - - - - - - Azure VM + Github Action - Candle Cookbook - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
- - - - - - - - - - - - - - - - - - - -
- -
- - - - - - - - -
-
-

Azure VM + Github Action

- -
- - -
-
- - - -
- - - - - - - - - - - - - - - - - - -
- - diff --git a/azure/candle-VM.html b/azure/candle-VM.html new file mode 100644 index 0000000..7cfc72f --- /dev/null +++ b/azure/candle-VM.html @@ -0,0 +1,455 @@ + + + + + + Azure VM + Github Action - Candle Cookbook + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ + + + + + + + + + + + + + + + + + + +
+ +
+ + + + + + + + +
+
+

Using Github Action to build Candle image on Azure Spot Runner VM

+

Prerequisites

+ +

Create Github Secrets

+
    +
  1. In Github, go to your repository.
    2. +
  2. Go to Settings in the navigation menu.
    3. +
  3. Select Securigy > Secrets and variables > Actions.
    4. +
  4. Select New Repository Secret
    5. +
  5. Paste the entire Json output from the Azure CLI command into the github action secret's value field. Give the secret the name: AZURE_CREDENTIALS.
    6. +
  6. Select Add secret.
    7. +
+

Build your image

+

Structure Overview

+
- Azure-spot-runner 
+  - .github/workflow
+    - create-image.yml
+    - runner.yml
+  - workflow-artifacts
+    - cloud-init.txt
+    - setup-image.sh
+
+
    +
  1. +

    Use the Create-Image.yml file below to create a custom virtual machine image.

    +
    on: workflow_dispatch
+
+jobs:
+  job1:
+    runs-on: ubuntu-latest
+    name: Create Custom Linux Image
+    steps:
+    - name: Checkout
+      uses: actions/checkout@v2
+
+    - name: Login via Az module
+      uses: azure/login@v1
+      with:
+        creds: ${{secrets.AZURE_CREDENTIALS}}
+
+    - name: Build and Distribute Custom VM Image
+      uses: azure/build-vm-image@v0
+      with:
+        resource-group-name: '<RESOURCE_GROUP_NAME>'
+        location: '<RESOURCE_LOCATION>'
+        managed-identity: '<AZURE-IDENTITY>' 
+        source-os-type: 'linux'
+        vm-size: "Standard_D2s_v3"
+        source-image-type: 'platformimage'
+        source-image: Canonical:0001-com-ubuntu-server-jammy:22_04-lts-gen2:latest
+        customizer-source: ${{ github.workspace }}/workflow-artifacts
+        customizer-script: |
+          ls -l /tmp/
+          ls -l /tmp/workflow-artifacts
+          sh /tmp/workflow-artifacts/setup-image.sh
+
+
+
    +
    2. +
+
    +
  • +

    You can modify the following information to your own secrets you build in azure-spot-runner

    +
    resource-group-name: '<RESOURCE_GROUP_NAME>'
+location: '<RESOURCE_LOCATION>'
+managed-identity: '<AZURE-IDENTITY>'       
+
    +

    Replace the placeholders, where you created them in the Hello-azure.md,

    + +

    You can also change the VM type (CPU & GPU) by changing <vm-size>, <source-image-type>, <source-image>

    +
    • +
+
    +
  1. +

    You will also create an setup-image.sh below for the image build.

    +
    #!/bin/bash
+#
+# Setup the runner to have the Azure CLI pre-installed as well as the Actions
+# Runner
+
+# Define a working directory
+WORK_DIR="/opt/actions-runner"
+
+# Install Azure CLI, should not use sudo
+curl -sL https://aka.ms/InstallAzureCLIDeb | bash
+
+# Create a folder
+mkdir -p $WORK_DIR && cd $WORK_DIR
+
+# Download the latest runner package
+curl -O -L https://github.com/actions/runner/releases/download/v2.310.2/actions-runner-linux-x64-2.310.2.tar.gz
+
+# Extract the installer
+tar xzf $WORK_DIR/actions-runner-linux-x64-2.310.2.tar.gz
+
+
    +
    2. +
+

Start your Runner and Build the Binary

+
    +
  1. +

    After you create the VM image, now we can start run it by using the Runner.yml below:

    +
    on: workflow_dispatch
+
+jobs:
+  job1:
+    runs-on: ubuntu-latest
+    name: Launch Runner
+    steps:
+    - name: Checkout
+      uses: actions/checkout@v2
+
+    - name: Get GitHub Runner Registration Token
+      run: |
+        set -e
+        RUNNER_TOKEN=$(curl -f -X POST \
+                        -H "Authorization: token ${{ secrets.PAT }}" \
+                        -H "Accept: application/vnd.github.v3+json" \
+                        https://api.github.com/repos/<YOUR_REPO_LOCATION>/actions/runners/registration-token | grep token | cut -d '"' -f 4)
+        echo $RUNNER_TOKEN
+        if [ -z "$RUNNER_TOKEN" ]; then
+          echo "Failed to retrieve the runner token."
+          exit 1
+        fi
+        echo "RUNNER_TOKEN=$RUNNER_TOKEN" >> $GITHUB_ENV
+      env:
+        PAT: ${{ secrets.PAT }}
+
+    - name: Modify cloud-init.txt
+      run: |
+        set -e
+        sed -i "2iRUNNER_TOKEN=$RUNNER_TOKEN" workflow-artifacts/cloud-init.txt
+        if ! grep -q "RUNNER_TOKEN=$RUNNER_TOKEN" workflow-artifacts/cloud-init.txt; then
+          echo "Modification with sed failed."
+          exit 1
+        fi
+
+    - name: Login via Az module
+      uses: azure/login@v1
+      with:
+        creds: ${{secrets.AZURE_CREDENTIALS}}
+
+    - name: Find the latest image URI
+      id: find_image
+      uses: azure/CLI@v1
+      with:
+        inlineScript: |
+          IMAGE_URI=$(az image list --resource-group githubVM --query "[-1].id" --output tsv)
+          echo "::set-output name=image_uri::$IMAGE_URI"
+
+
+    - name: CREATE VM
+      id: create_vm
+      uses: azure/CLI@v1
+      with:
+        inlineScript: |
+          az vm create --resource-group githubVM  --name "app-vm-${{ GITHUB.RUN_NUMBER }}"  --admin-username "runner" --admin-password "${{ secrets.VM_PASSWORD }}" --location  eastus \
+          --custom-data workflow-artifacts/cloud-init.txt \
+          --image "${{ steps.find_image.outputs.image_uri }}" \
+          --generate-ssh-keys
+
+    # At the end of your CREATE VM step
+    - name: Set VM Name Output
+      run: echo "::set-output name=vm_name::app-vm-${{ GITHUB.RUN_NUMBER }}"
+      id: vm_name
+
    +
    2. +
  2. +

    You can add your customer code inside the workflow-artifacts/cloud-init.txt below for specific need.

    +
    #!/bin/bash
+
+# Define a working directory
+export HOME=/root
+WORK_DIR="/opt/actions-runner"
+
+# Start the runner
+chown -R runner $WORK_DIR
+su - runner -c "$WORK_DIR/config.sh --unattended --url https://github.com/nogibjj/candle_scott_Azure_vm --token $RUNNER_TOKEN"
+nohup su - runner -c "$WORK_DIR/run.sh" &
+
+# Install packages
+apt-get update
+apt-get install -y build-essential pkg-config libssl-dev protobuf-compiler jq git-lfs curl jq
+git lfs install
+
+# Install Rust
+curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs | sh -s -- -y
+export PATH="$HOME/.cargo/bin:$PATH"
+
+# Get the candle Repo
+git clone https://github.com/huggingface/candle.git /root/candle
+cd /root/candle
+
+
+# Build the model and depoly the binary into Github Release. 
+if cargo build --example whisper --release; then
+    FILE="/root/candle/target/release/examples/whisper"
+    MIME_TYPE=$(file -b --mime-type "$FILE")
+    TAG="v$(date +%Y%m%d%H%M%S)"
+    RELEASE_NAME="CPU Whisper Binary Release"
+    GITHUB_TOKEN="$GITHUB_TOKEN"  # Token passed from GitHub Actions
+
+    CREATE_RELEASE_RESPONSE=$(curl -X POST -H "Authorization: token $GITHUB_TOKEN" -H "Content-Type: application/json" -d "{\"tag_name\": \"$TAG\", \"name\": \"$RELEASE_NAME\"}" "https://api.github.com/repos/nogibjj/candle_scott_Azure_vm/releases")
+    UPLOAD_URL=$(echo $CREATE_RELEASE_RESPONSE | jq -r .upload_url | sed "s/{?name,label}//")
+
+    curl -X POST -H "Authorization: token $GITHUB_TOKEN" -H "Content-Type: $MIME_TYPE" --data-binary @"$FILE" "$UPLOAD_URL?name=$(basename "$FILE")"
+else
+    echo "Cargo build failed."
+fi
+
+
    +

    The example code in cloud-init.txt is set up to build the candle whisper binary and deploy the binary into the Github release.

    +
    3. +
+
+

Note, after the runner build, it might takes up to 15 mins for this cpu VM to finish the work and deploy the whisper release in Github.

+
+

After the binary deploy to Github, you will find out the release file in your github repo.

+

image

+

Debugging on VM

+

You can check the log from Azure Portal:

+
    +
  1. Go to the Azure Portal.
    2. +
  2. Navigate to the "Virtual Machines" section.
    3. +
  3. Find and select the VM you created (app-vm).
    4. +
  4. Under the "Support + troubleshooting" section, find and click on "Serial console".
    5. +
  5. The serial console will open in a new window. You might have to wait for a few moments as the console establishes a connection to the VM.
    6. +
+ +
+ + +
+
+ + + +
+ + + + + + + + + + + + + + + + + + +
+ + diff --git a/azure/hello-azure.html b/azure/hello-azure.html index 70cb004..36a1e07 100644 --- a/azure/hello-azure.html +++ b/azure/hello-azure.html @@ -88,7 +88,7 @@ @@ -205,7 +205,7 @@

login in - @@ -219,7 +219,7 @@

login in - diff --git a/azure/index.html b/azure/index.html index d64ae6e..010a02f 100644 --- a/azure/index.html +++ b/azure/index.html @@ -88,7 +88,7 @@ @@ -181,8 +181,8 @@

Recipes

Getting Started

diff --git a/home.html b/home.html index 59ae9ca..715a2bc 100644 --- a/home.html +++ b/home.html @@ -88,7 +88,7 @@ diff --git a/index.html b/index.html index 59ae9ca..715a2bc 100644 --- a/index.html +++ b/index.html @@ -88,7 +88,7 @@ diff --git a/local/hello-candle.html b/local/hello-candle.html index 847225b..a146f40 100644 --- a/local/hello-candle.html +++ b/local/hello-candle.html @@ -88,7 +88,7 @@ diff --git a/local/index.html b/local/index.html index a98270b..865b476 100644 --- a/local/index.html +++ b/local/index.html @@ -88,7 +88,7 @@ diff --git a/print.html b/print.html index f74cb54..a8214ac 100644 --- a/print.html +++ b/print.html @@ -89,7 +89,7 @@ @@ -537,8 +537,8 @@

Recipes

Getting Started

Hello, Candle on Azure.

Prerequisites

@@ -565,8 +565,302 @@

login in
  • the subscription ID is the id from result of az account show.
-

Azure spot runner setup

-

Azure VM + Github Action

+

Azure spot runner with Github Action.

+

Using Ephemeral Infrastructure with Azure VMS as GitHub Action Runners to build Candle binary latter.

+

Requirements

+ +

Create an service principle with the following details:

+
    +
  • AppID
    • +
  • password
    • +
  • tenant information
    • +
+

Create an service principal by running:

+
$ az ad sp create-for-rbac -n "Name_of_Service_principal"
+
+
    +
  • This output contains all the infomation about your AZURE_CREDENTIALS. Please copy & save it to your local in order to set up VM after we setup the Spot Runner.
    • +
+

The output includes credentials that you must protect. Be sure that you do not include these credentials in your code or check the credentials into your source control. For more information, see https://aka.ms/azadsp-cli

+

Create an Azure Resource Group

+

A resource group is a way to group services together so that you can keep track of them and delete them later with ease. Use the az CLI to accomplish this:

+
az group create --location eastus --name "<RESOURCE_GROUP_NAME>"
+
+

Keep that resource group name handy for other operations. In this repository the $<RESOURCE_GROUP_NAME> resource group is used throughout. Note the location as well. Make sure that the location (region) maps to the resources you want to create.

+

Create an Azure Key Vault

+

You will store your GitHub PAT here so that it can later be retrieved by the VM.

+
$ az keyvault create --name candel-vms --resource-group githubVM --location eastus
+$ az keyvault secret set --vault-name candel-vms --name "GitHubPAT" --value $GITHUB_PAT
+
+

Replace $GITHUB_PAT with the value of the PAT created earlier

+

Assign an identity with permissions for Key Vault

+

Now that the key vault is created, you need to create an identity and then allow resources in the resource group to be able to access it. You must give this identity a name, in this case we use GitHubVMs. Note this name will be used in other steps.

+
$ az identity create --name GitHubVMs --resource-group githubVM --location eastus
+
+
+

Capture the Principal ID which will be used for the value for --object-id later. You can retrieve it again by using:

+
$ az identity show --name GitHubVMs --resource-group githubVM
+
+

Use the object id to set the policy, replace $OBJECT_ID with the one you found in the previous command:

+
$ az keyvault set-policy --name candel-vms --object-id <$BOJECT_ID> --secret-permissions get
+
+

Verify you can get the PAT with the following command:

+
az keyvault secret show --name "GitHubPAT" --vault-name candel-vms --query value -o tsv
+
+

Provide a role to VMs

+

Assign a role to the VMs so that they have enough permissions to write the image when getting created. Start by finding the principalId which will then be needed for the next step:

+
az identity show --name GitHubVMs --resource-group githubVM --query principalId
+
+

With the principalId you can assign it to the VMs now:

+
az role assignment create --assignee <principal_ID> --role Contributor --resource-group githubVM
+
+

Trigger the create image run

+

Now you are ready to create the image. Run it manually and make sure it works correctly. If succesful, an image will be created for you which you can query with the following command:

+
az image list --resource-group githubVM --output table
+
+

Using Github Action to build Candle image on Azure Spot Runner VM

+

Prerequisites

+ +

Create Github Secrets

+
    +
  1. In Github, go to your repository.
    2. +
  2. Go to Settings in the navigation menu.
    3. +
  3. Select Securigy > Secrets and variables > Actions.
    4. +
  4. Select New Repository Secret
    5. +
  5. Paste the entire Json output from the Azure CLI command into the github action secret's value field. Give the secret the name: AZURE_CREDENTIALS.
    6. +
  6. Select Add secret.
    7. +
+

Build your image

+

Structure Overview

+
- Azure-spot-runner 
+  - .github/workflow
+    - create-image.yml
+    - runner.yml
+  - workflow-artifacts
+    - cloud-init.txt
+    - setup-image.sh
+
+
    +
  1. +

    Use the Create-Image.yml file below to create a custom virtual machine image.

    +
    on: workflow_dispatch
+
+jobs:
+  job1:
+    runs-on: ubuntu-latest
+    name: Create Custom Linux Image
+    steps:
+    - name: Checkout
+      uses: actions/checkout@v2
+
+    - name: Login via Az module
+      uses: azure/login@v1
+      with:
+        creds: ${{secrets.AZURE_CREDENTIALS}}
+
+    - name: Build and Distribute Custom VM Image
+      uses: azure/build-vm-image@v0
+      with:
+        resource-group-name: '<RESOURCE_GROUP_NAME>'
+        location: '<RESOURCE_LOCATION>'
+        managed-identity: '<AZURE-IDENTITY>' 
+        source-os-type: 'linux'
+        vm-size: "Standard_D2s_v3"
+        source-image-type: 'platformimage'
+        source-image: Canonical:0001-com-ubuntu-server-jammy:22_04-lts-gen2:latest
+        customizer-source: ${{ github.workspace }}/workflow-artifacts
+        customizer-script: |
+          ls -l /tmp/
+          ls -l /tmp/workflow-artifacts
+          sh /tmp/workflow-artifacts/setup-image.sh
+
+
+
    +
    2. +
+
    +
  • +

    You can modify the following information to your own secrets you build in azure-spot-runner

    +
    resource-group-name: '<RESOURCE_GROUP_NAME>'
+location: '<RESOURCE_LOCATION>'
+managed-identity: '<AZURE-IDENTITY>'       
+
    +

    Replace the placeholders, where you created them in the Hello-azure.md,

    + +

    You can also change the VM type (CPU & GPU) by changing <vm-size>, <source-image-type>, <source-image>

    +
    • +
+
    +
  1. +

    You will also create an setup-image.sh below for the image build.

    +
    #!/bin/bash
+#
+# Setup the runner to have the Azure CLI pre-installed as well as the Actions
+# Runner
+
+# Define a working directory
+WORK_DIR="/opt/actions-runner"
+
+# Install Azure CLI, should not use sudo
+curl -sL https://aka.ms/InstallAzureCLIDeb | bash
+
+# Create a folder
+mkdir -p $WORK_DIR && cd $WORK_DIR
+
+# Download the latest runner package
+curl -O -L https://github.com/actions/runner/releases/download/v2.310.2/actions-runner-linux-x64-2.310.2.tar.gz
+
+# Extract the installer
+tar xzf $WORK_DIR/actions-runner-linux-x64-2.310.2.tar.gz
+
+
    +
    2. +
+

Start your Runner and Build the Binary

+
    +
  1. +

    After you create the VM image, now we can start run it by using the Runner.yml below:

    +
    on: workflow_dispatch
+
+jobs:
+  job1:
+    runs-on: ubuntu-latest
+    name: Launch Runner
+    steps:
+    - name: Checkout
+      uses: actions/checkout@v2
+
+    - name: Get GitHub Runner Registration Token
+      run: |
+        set -e
+        RUNNER_TOKEN=$(curl -f -X POST \
+                        -H "Authorization: token ${{ secrets.PAT }}" \
+                        -H "Accept: application/vnd.github.v3+json" \
+                        https://api.github.com/repos/<YOUR_REPO_LOCATION>/actions/runners/registration-token | grep token | cut -d '"' -f 4)
+        echo $RUNNER_TOKEN
+        if [ -z "$RUNNER_TOKEN" ]; then
+          echo "Failed to retrieve the runner token."
+          exit 1
+        fi
+        echo "RUNNER_TOKEN=$RUNNER_TOKEN" >> $GITHUB_ENV
+      env:
+        PAT: ${{ secrets.PAT }}
+
+    - name: Modify cloud-init.txt
+      run: |
+        set -e
+        sed -i "2iRUNNER_TOKEN=$RUNNER_TOKEN" workflow-artifacts/cloud-init.txt
+        if ! grep -q "RUNNER_TOKEN=$RUNNER_TOKEN" workflow-artifacts/cloud-init.txt; then
+          echo "Modification with sed failed."
+          exit 1
+        fi
+
+    - name: Login via Az module
+      uses: azure/login@v1
+      with:
+        creds: ${{secrets.AZURE_CREDENTIALS}}
+
+    - name: Find the latest image URI
+      id: find_image
+      uses: azure/CLI@v1
+      with:
+        inlineScript: |
+          IMAGE_URI=$(az image list --resource-group githubVM --query "[-1].id" --output tsv)
+          echo "::set-output name=image_uri::$IMAGE_URI"
+
+
+    - name: CREATE VM
+      id: create_vm
+      uses: azure/CLI@v1
+      with:
+        inlineScript: |
+          az vm create --resource-group githubVM  --name "app-vm-${{ GITHUB.RUN_NUMBER }}"  --admin-username "runner" --admin-password "${{ secrets.VM_PASSWORD }}" --location  eastus \
+          --custom-data workflow-artifacts/cloud-init.txt \
+          --image "${{ steps.find_image.outputs.image_uri }}" \
+          --generate-ssh-keys
+
+    # At the end of your CREATE VM step
+    - name: Set VM Name Output
+      run: echo "::set-output name=vm_name::app-vm-${{ GITHUB.RUN_NUMBER }}"
+      id: vm_name
+
    +
    2. +
  2. +

    You can add your customer code inside the workflow-artifacts/cloud-init.txt below for specific need.

    +
    #!/bin/bash
+
+# Define a working directory
+export HOME=/root
+WORK_DIR="/opt/actions-runner"
+
+# Start the runner
+chown -R runner $WORK_DIR
+su - runner -c "$WORK_DIR/config.sh --unattended --url https://github.com/nogibjj/candle_scott_Azure_vm --token $RUNNER_TOKEN"
+nohup su - runner -c "$WORK_DIR/run.sh" &
+
+# Install packages
+apt-get update
+apt-get install -y build-essential pkg-config libssl-dev protobuf-compiler jq git-lfs curl jq
+git lfs install
+
+# Install Rust
+curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs | sh -s -- -y
+export PATH="$HOME/.cargo/bin:$PATH"
+
+# Get the candle Repo
+git clone https://github.com/huggingface/candle.git /root/candle
+cd /root/candle
+
+
+# Build the model and depoly the binary into Github Release. 
+if cargo build --example whisper --release; then
+    FILE="/root/candle/target/release/examples/whisper"
+    MIME_TYPE=$(file -b --mime-type "$FILE")
+    TAG="v$(date +%Y%m%d%H%M%S)"
+    RELEASE_NAME="CPU Whisper Binary Release"
+    GITHUB_TOKEN="$GITHUB_TOKEN"  # Token passed from GitHub Actions
+
+    CREATE_RELEASE_RESPONSE=$(curl -X POST -H "Authorization: token $GITHUB_TOKEN" -H "Content-Type: application/json" -d "{\"tag_name\": \"$TAG\", \"name\": \"$RELEASE_NAME\"}" "https://api.github.com/repos/nogibjj/candle_scott_Azure_vm/releases")
+    UPLOAD_URL=$(echo $CREATE_RELEASE_RESPONSE | jq -r .upload_url | sed "s/{?name,label}//")
+
+    curl -X POST -H "Authorization: token $GITHUB_TOKEN" -H "Content-Type: $MIME_TYPE" --data-binary @"$FILE" "$UPLOAD_URL?name=$(basename "$FILE")"
+else
+    echo "Cargo build failed."
+fi
+
+
    +

    The example code in cloud-init.txt is set up to build the candle whisper binary and deploy the binary into the Github release.

    +
    3. +
+
+

Note, after the runner build, it might takes up to 15 mins for this cpu VM to finish the work and deploy the whisper release in Github.

+
+

After the binary deploy to Github, you will find out the release file in your github repo.

+

image

+

Debugging on VM

+

You can check the log from Azure Portal:

+
    +
  1. Go to the Azure Portal.
    2. +
  2. Navigate to the "Virtual Machines" section.
    3. +
  3. Find and select the VM you created (app-vm).
    4. +
  4. Under the "Support + troubleshooting" section, find and click on "Serial console".
    5. +
  5. The serial console will open in a new window. You might have to wait for a few moments as the console establishes a connection to the VM.
    6. +
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Make sure that the location (region) maps to the resources you want to create.","breadcrumbs":"Azure Builds » Azure spot runner setup » Create an Azure Resource Group","id":"47","title":"Create an Azure Resource Group"},"48":{"body":"You will store your GitHub PAT here so that it can later be retrieved by the VM. $ az keyvault create --name candel-vms --resource-group githubVM --location eastus\n$ az keyvault secret set --vault-name candel-vms --name \"GitHubPAT\" --value $GITHUB_PAT Replace $GITHUB_PAT with the value of the PAT created earlier","breadcrumbs":"Azure Builds » Azure spot runner setup » Create an Azure Key Vault","id":"48","title":"Create an Azure Key Vault"},"49":{"body":"Now that the key vault is created, you need to create an identity and then allow resources in the resource group to be able to access it. You must give this identity a name, in this case we use GitHubVMs. Note this name will be used in other steps. $ az identity create --name GitHubVMs --resource-group githubVM --location eastus Capture the Principal ID which will be used for the value for --object-id later. You can retrieve it again by using: $ az identity show --name GitHubVMs --resource-group githubVM Use the object id to set the policy, replace $OBJECT_ID with the one you found in the previous command: $ az keyvault set-policy --name candel-vms --object-id <$BOJECT_ID> --secret-permissions get","breadcrumbs":"Azure Builds » Azure spot runner setup » Assign an identity with permissions for Key Vault","id":"49","title":"Assign an identity with permissions for Key Vault"},"5":{"body":"Local Builds AWS Builds Azure Builds Minimum requirements for GPU targetted binaries For CUDA enabled builds using --features cuda: NVIDIA GPU with CUDA compute capabilitity > X.X CUDA Toolkit >= X.X For cuDNN optimized builds using --features cuda, cudnn: NVIDIA GPU with CUDA compute capabilitity > X.X CUDA Toolkit >= X.X cuDNN >= X.X Verify CUDA/cuDNN: # Verify CUDA\nnvidia-smi --query-gpu=compute_cap --format=csv\nnvcc --version # Verify cuDNN\nwhereis cudnn.h ⚠️ IMPORTANT: AWS/Azure builds may incur charges. It is your responsibility to understand the associated resource costs. Please review the useage rates accordingly, as we are not liable for any charges incurred from the utilization of these platforms/services.","breadcrumbs":"Candle Cookbook » 🍳 The Recipes:","id":"5","title":"🍳 The Recipes:"},"50":{"body":"az keyvault secret show --name \"GitHubPAT\" --vault-name candel-vms --query value -o tsv","breadcrumbs":"Azure Builds » Azure spot runner setup » Verify you can get the PAT with the following command:","id":"50","title":"Verify you can get the PAT with the following command:"},"51":{"body":"Assign a role to the VMs so that they have enough permissions to write the image when getting created. Start by finding the principalId which will then be needed for the next step: az identity show --name GitHubVMs --resource-group githubVM --query principalId With the principalId you can assign it to the VMs now: az role assignment create --assignee --role Contributor --resource-group githubVM","breadcrumbs":"Azure Builds » Azure spot runner setup » Provide a role to VMs","id":"51","title":"Provide a role to VMs"},"52":{"body":"Now you are ready to create the image. Run it manually and make sure it works correctly. If succesful, an image will be created for you which you can query with the following command: az image list --resource-group githubVM --output table","breadcrumbs":"Azure Builds » Azure spot runner setup » Trigger the create image run","id":"52","title":"Trigger the create image run"},"53":{"body":"","breadcrumbs":"Azure Builds » Azure VM + Github Action » Using Github Action to build Candle image on Azure Spot Runner VM","id":"53","title":"Using Github Action to build Candle image on Azure Spot Runner VM"},"54":{"body":"A Github Account An Azure Account Finish setup Azure Spot Runner","breadcrumbs":"Azure Builds » Azure VM + Github Action » Prerequisites","id":"54","title":"Prerequisites"},"55":{"body":"In Github, go to your repository. Go to Settings in the navigation menu. Select Securigy > Secrets and variables > Actions . Select New Repository Secret Paste the entire Json output from the Azure CLI command into the github action secret's value field. Give the secret the name: AZURE_CREDENTIALS. Select Add secret.","breadcrumbs":"Azure Builds » Azure VM + Github Action » Create Github Secrets","id":"55","title":"Create Github Secrets"},"56":{"body":"","breadcrumbs":"Azure Builds » Azure VM + Github Action » Build your image","id":"56","title":"Build your image"},"57":{"body":"- Azure-spot-runner - .github/workflow - create-image.yml - runner.yml - workflow-artifacts - cloud-init.txt - setup-image.sh Use the Create-Image.yml file below to create a custom virtual machine image. on: workflow_dispatch jobs: job1: runs-on: ubuntu-latest name: Create Custom Linux Image steps: - name: Checkout uses: actions/checkout@v2 - name: Login via Az module uses: azure/login@v1 with: creds: ${{secrets.AZURE_CREDENTIALS}} - name: Build and Distribute Custom VM Image uses: azure/build-vm-image@v0 with: resource-group-name: '' location: '' managed-identity: '' source-os-type: 'linux' vm-size: \"Standard_D2s_v3\" source-image-type: 'platformimage' source-image: Canonical:0001-com-ubuntu-server-jammy:22_04-lts-gen2:latest customizer-source: ${{ github.workspace }}/workflow-artifacts customizer-script: | ls -l /tmp/ ls -l /tmp/workflow-artifacts sh /tmp/workflow-artifacts/setup-image.sh You can modify the following information to your own secrets you build in azure-spot-runner resource-group-name: ''\nlocation: ''\nmanaged-identity: '' Replace the placeholders, where you created them in the Hello-azure.md, RESOURCE_GROUP_NAME RESOURCE_LOCATION AZURE-IDENTITY You can also change the VM type (CPU & GPU) by changing , , You will also create an setup-image.sh below for the image build. #!/bin/bash\n#\n# Setup the runner to have the Azure CLI pre-installed as well as the Actions\n# Runner # Define a working directory\nWORK_DIR=\"/opt/actions-runner\" # Install Azure CLI, should not use sudo\ncurl -sL https://aka.ms/InstallAzureCLIDeb | bash # Create a folder\nmkdir -p $WORK_DIR && cd $WORK_DIR # Download the latest runner package\ncurl -O -L https://github.com/actions/runner/releases/download/v2.310.2/actions-runner-linux-x64-2.310.2.tar.gz # Extract the installer\ntar xzf $WORK_DIR/actions-runner-linux-x64-2.310.2.tar.gz","breadcrumbs":"Azure Builds » Azure VM + Github Action » Structure Overview","id":"57","title":"Structure Overview"},"58":{"body":"After you create the VM image, now we can start run it by using the Runner.yml below: on: workflow_dispatch jobs: job1: runs-on: ubuntu-latest name: Launch Runner steps: - name: Checkout uses: actions/checkout@v2 - name: Get GitHub Runner Registration Token run: | set -e RUNNER_TOKEN=$(curl -f -X POST \\ -H \"Authorization: token ${{ secrets.PAT }}\" \\ -H \"Accept: application/vnd.github.v3+json\" \\ https://api.github.com/repos//actions/runners/registration-token | grep token | cut -d '\"' -f 4) echo $RUNNER_TOKEN if [ -z \"$RUNNER_TOKEN\" ]; then echo \"Failed to retrieve the runner token.\" exit 1 fi echo \"RUNNER_TOKEN=$RUNNER_TOKEN\" >> $GITHUB_ENV env: PAT: ${{ secrets.PAT }} - name: Modify cloud-init.txt run: | set -e sed -i \"2iRUNNER_TOKEN=$RUNNER_TOKEN\" workflow-artifacts/cloud-init.txt if ! grep -q \"RUNNER_TOKEN=$RUNNER_TOKEN\" workflow-artifacts/cloud-init.txt; then echo \"Modification with sed failed.\" exit 1 fi - name: Login via Az module uses: azure/login@v1 with: creds: ${{secrets.AZURE_CREDENTIALS}} - name: Find the latest image URI id: find_image uses: azure/CLI@v1 with: inlineScript: | IMAGE_URI=$(az image list --resource-group githubVM --query \"[-1].id\" --output tsv) echo \"::set-output name=image_uri::$IMAGE_URI\" - name: CREATE VM id: create_vm uses: azure/CLI@v1 with: inlineScript: | az vm create --resource-group githubVM --name \"app-vm-${{ GITHUB.RUN_NUMBER }}\" --admin-username \"runner\" --admin-password \"${{ secrets.VM_PASSWORD }}\" --location eastus \\ --custom-data workflow-artifacts/cloud-init.txt \\ --image \"${{ steps.find_image.outputs.image_uri }}\" \\ --generate-ssh-keys # At the end of your CREATE VM step - name: Set VM Name Output run: echo \"::set-output name=vm_name::app-vm-${{ GITHUB.RUN_NUMBER }}\" id: vm_name You can add your customer code inside the workflow-artifacts/cloud-init.txt below for specific need. #!/bin/bash # Define a working directory\nexport HOME=/root\nWORK_DIR=\"/opt/actions-runner\" # Start the runner\nchown -R runner $WORK_DIR\nsu - runner -c \"$WORK_DIR/config.sh --unattended --url https://github.com/nogibjj/candle_scott_Azure_vm --token $RUNNER_TOKEN\"\nnohup su - runner -c \"$WORK_DIR/run.sh\" & # Install packages\napt-get update\napt-get install -y build-essential pkg-config libssl-dev protobuf-compiler jq git-lfs curl jq\ngit lfs install # Install Rust\ncurl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs | sh -s -- -y\nexport PATH=\"$HOME/.cargo/bin:$PATH\" # Get the candle Repo\ngit clone https://github.com/huggingface/candle.git /root/candle\ncd /root/candle # Build the model and depoly the binary into Github Release. if cargo build --example whisper --release; then FILE=\"/root/candle/target/release/examples/whisper\" MIME_TYPE=$(file -b --mime-type \"$FILE\") TAG=\"v$(date +%Y%m%d%H%M%S)\" RELEASE_NAME=\"CPU Whisper Binary Release\" GITHUB_TOKEN=\"$GITHUB_TOKEN\" # Token passed from GitHub Actions CREATE_RELEASE_RESPONSE=$(curl -X POST -H \"Authorization: token $GITHUB_TOKEN\" -H \"Content-Type: application/json\" -d \"{\\\"tag_name\\\": \\\"$TAG\\\", \\\"name\\\": \\\"$RELEASE_NAME\\\"}\" \"https://api.github.com/repos/nogibjj/candle_scott_Azure_vm/releases\") UPLOAD_URL=$(echo $CREATE_RELEASE_RESPONSE | jq -r .upload_url | sed \"s/{?name,label}//\") curl -X POST -H \"Authorization: token $GITHUB_TOKEN\" -H \"Content-Type: $MIME_TYPE\" --data-binary @\"$FILE\" \"$UPLOAD_URL?name=$(basename \"$FILE\")\"\nelse echo \"Cargo build failed.\"\nfi The example code in cloud-init.txt is set up to build the candle whisper binary and deploy the binary into the Github release. Note, after the runner build, it might takes up to 15 mins for this cpu VM to finish the work and deploy the whisper release in Github. After the binary deploy to Github, you will find out the release file in your github repo. image","breadcrumbs":"Azure Builds » Azure VM + Github Action » Start your Runner and Build the Binary","id":"58","title":"Start your Runner and Build the Binary"},"59":{"body":"You can check the log from Azure Portal: Go to the Azure Portal. Navigate to the \"Virtual Machines\" section. Find and select the VM you created (app-vm). Under the \"Support + troubleshooting\" section, find and click on \"Serial console\". The serial console will open in a new window. 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Make sure that the location (region) maps to the resources you want to create.","breadcrumbs":"Azure Builds » Azure spot runner setup » Create an Azure Resource Group","id":"47","title":"Create an Azure Resource Group"},"48":{"body":"You will store your GitHub PAT here so that it can later be retrieved by the VM. $ az keyvault create --name candel-vms --resource-group githubVM --location eastus\n$ az keyvault secret set --vault-name candel-vms --name \"GitHubPAT\" --value $GITHUB_PAT Replace $GITHUB_PAT with the value of the PAT created earlier","breadcrumbs":"Azure Builds » Azure spot runner setup » Create an Azure Key Vault","id":"48","title":"Create an Azure Key Vault"},"49":{"body":"Now that the key vault is created, you need to create an identity and then allow resources in the resource group to be able to access it. You must give this identity a name, in this case we use GitHubVMs. Note this name will be used in other steps. $ az identity create --name GitHubVMs --resource-group githubVM --location eastus Capture the Principal ID which will be used for the value for --object-id later. You can retrieve it again by using: $ az identity show --name GitHubVMs --resource-group githubVM Use the object id to set the policy, replace $OBJECT_ID with the one you found in the previous command: $ az keyvault set-policy --name candel-vms --object-id <$BOJECT_ID> --secret-permissions get","breadcrumbs":"Azure Builds » Azure spot runner setup » Assign an identity with permissions for Key Vault","id":"49","title":"Assign an identity with permissions for Key Vault"},"5":{"body":"Local Builds AWS Builds Azure Builds Minimum requirements for GPU targetted binaries For CUDA enabled builds using --features cuda: NVIDIA GPU with CUDA compute capabilitity > X.X CUDA Toolkit >= X.X For cuDNN optimized builds using --features cuda, cudnn: NVIDIA GPU with CUDA compute capabilitity > X.X CUDA Toolkit >= X.X cuDNN >= X.X Verify CUDA/cuDNN: # Verify CUDA\nnvidia-smi --query-gpu=compute_cap --format=csv\nnvcc --version # Verify cuDNN\nwhereis cudnn.h ⚠️ IMPORTANT: AWS/Azure builds may incur charges. It is your responsibility to understand the associated resource costs. Please review the useage rates accordingly, as we are not liable for any charges incurred from the utilization of these platforms/services.","breadcrumbs":"Candle Cookbook » 🍳 The Recipes:","id":"5","title":"🍳 The Recipes:"},"50":{"body":"az keyvault secret show --name \"GitHubPAT\" --vault-name candel-vms --query value -o tsv","breadcrumbs":"Azure Builds » Azure spot runner setup » Verify you can get the PAT with the following command:","id":"50","title":"Verify you can get the PAT with the following command:"},"51":{"body":"Assign a role to the VMs so that they have enough permissions to write the image when getting created. Start by finding the principalId which will then be needed for the next step: az identity show --name GitHubVMs --resource-group githubVM --query principalId With the principalId you can assign it to the VMs now: az role assignment create --assignee --role Contributor --resource-group githubVM","breadcrumbs":"Azure Builds » Azure spot runner setup » Provide a role to VMs","id":"51","title":"Provide a role to VMs"},"52":{"body":"Now you are ready to create the image. Run it manually and make sure it works correctly. If succesful, an image will be created for you which you can query with the following command: az image list --resource-group githubVM --output table","breadcrumbs":"Azure Builds » Azure spot runner setup » Trigger the create image run","id":"52","title":"Trigger the create image run"},"53":{"body":"","breadcrumbs":"Azure Builds » Azure VM + Github Action » Using Github Action to build Candle image on Azure Spot Runner VM","id":"53","title":"Using Github Action to build Candle image on Azure Spot Runner VM"},"54":{"body":"A Github Account An Azure Account Finish setup Azure Spot Runner","breadcrumbs":"Azure Builds » Azure VM + Github Action » Prerequisites","id":"54","title":"Prerequisites"},"55":{"body":"In Github, go to your repository. Go to Settings in the navigation menu. Select Securigy > Secrets and variables > Actions . Select New Repository Secret Paste the entire Json output from the Azure CLI command into the github action secret's value field. Give the secret the name: AZURE_CREDENTIALS. Select Add secret.","breadcrumbs":"Azure Builds » Azure VM + Github Action » Create Github Secrets","id":"55","title":"Create Github Secrets"},"56":{"body":"","breadcrumbs":"Azure Builds » Azure VM + Github Action » Build your image","id":"56","title":"Build your image"},"57":{"body":"- Azure-spot-runner - .github/workflow - create-image.yml - runner.yml - workflow-artifacts - cloud-init.txt - setup-image.sh Use the Create-Image.yml file below to create a custom virtual machine image. on: workflow_dispatch jobs: job1: runs-on: ubuntu-latest name: Create Custom Linux Image steps: - name: Checkout uses: actions/checkout@v2 - name: Login via Az module uses: azure/login@v1 with: creds: ${{secrets.AZURE_CREDENTIALS}} - name: Build and Distribute Custom VM Image uses: azure/build-vm-image@v0 with: resource-group-name: '' location: '' managed-identity: '' source-os-type: 'linux' vm-size: \"Standard_D2s_v3\" source-image-type: 'platformimage' source-image: Canonical:0001-com-ubuntu-server-jammy:22_04-lts-gen2:latest customizer-source: ${{ github.workspace }}/workflow-artifacts customizer-script: | ls -l /tmp/ ls -l /tmp/workflow-artifacts sh /tmp/workflow-artifacts/setup-image.sh You can modify the following information to your own secrets you build in azure-spot-runner resource-group-name: ''\nlocation: ''\nmanaged-identity: '' Replace the placeholders, where you created them in the Hello-azure.md, RESOURCE_GROUP_NAME RESOURCE_LOCATION AZURE-IDENTITY You can also change the VM type (CPU & GPU) by changing , , You will also create an setup-image.sh below for the image build. #!/bin/bash\n#\n# Setup the runner to have the Azure CLI pre-installed as well as the Actions\n# Runner # Define a working directory\nWORK_DIR=\"/opt/actions-runner\" # Install Azure CLI, should not use sudo\ncurl -sL https://aka.ms/InstallAzureCLIDeb | bash # Create a folder\nmkdir -p $WORK_DIR && cd $WORK_DIR # Download the latest runner package\ncurl -O -L https://github.com/actions/runner/releases/download/v2.310.2/actions-runner-linux-x64-2.310.2.tar.gz # Extract the installer\ntar xzf $WORK_DIR/actions-runner-linux-x64-2.310.2.tar.gz","breadcrumbs":"Azure Builds » Azure VM + Github Action » Structure Overview","id":"57","title":"Structure Overview"},"58":{"body":"After you create the VM image, now we can start run it by using the Runner.yml below: on: workflow_dispatch jobs: job1: runs-on: ubuntu-latest name: Launch Runner steps: - name: Checkout uses: actions/checkout@v2 - name: Get GitHub Runner Registration Token run: | set -e RUNNER_TOKEN=$(curl -f -X POST \\ -H \"Authorization: token ${{ secrets.PAT }}\" \\ -H \"Accept: application/vnd.github.v3+json\" \\ https://api.github.com/repos//actions/runners/registration-token | grep token | cut -d '\"' -f 4) echo $RUNNER_TOKEN if [ -z \"$RUNNER_TOKEN\" ]; then echo \"Failed to retrieve the runner token.\" exit 1 fi echo \"RUNNER_TOKEN=$RUNNER_TOKEN\" >> $GITHUB_ENV env: PAT: ${{ secrets.PAT }} - name: Modify cloud-init.txt run: | set -e sed -i \"2iRUNNER_TOKEN=$RUNNER_TOKEN\" workflow-artifacts/cloud-init.txt if ! grep -q \"RUNNER_TOKEN=$RUNNER_TOKEN\" workflow-artifacts/cloud-init.txt; then echo \"Modification with sed failed.\" exit 1 fi - name: Login via Az module uses: azure/login@v1 with: creds: ${{secrets.AZURE_CREDENTIALS}} - name: Find the latest image URI id: find_image uses: azure/CLI@v1 with: inlineScript: | IMAGE_URI=$(az image list --resource-group githubVM --query \"[-1].id\" --output tsv) echo \"::set-output name=image_uri::$IMAGE_URI\" - name: CREATE VM id: create_vm uses: azure/CLI@v1 with: inlineScript: | az vm create --resource-group githubVM --name \"app-vm-${{ GITHUB.RUN_NUMBER }}\" --admin-username \"runner\" --admin-password \"${{ secrets.VM_PASSWORD }}\" --location eastus \\ --custom-data workflow-artifacts/cloud-init.txt \\ --image \"${{ steps.find_image.outputs.image_uri }}\" \\ --generate-ssh-keys # At the end of your CREATE VM step - name: Set VM Name Output run: echo \"::set-output name=vm_name::app-vm-${{ GITHUB.RUN_NUMBER }}\" id: vm_name You can add your customer code inside the workflow-artifacts/cloud-init.txt below for specific need. #!/bin/bash # Define a working directory\nexport HOME=/root\nWORK_DIR=\"/opt/actions-runner\" # Start the runner\nchown -R runner $WORK_DIR\nsu - runner -c \"$WORK_DIR/config.sh --unattended --url https://github.com/nogibjj/candle_scott_Azure_vm --token $RUNNER_TOKEN\"\nnohup su - runner -c \"$WORK_DIR/run.sh\" & # Install packages\napt-get update\napt-get install -y build-essential pkg-config libssl-dev protobuf-compiler jq git-lfs curl jq\ngit lfs install # Install Rust\ncurl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs | sh -s -- -y\nexport PATH=\"$HOME/.cargo/bin:$PATH\" # Get the candle Repo\ngit clone https://github.com/huggingface/candle.git /root/candle\ncd /root/candle # Build the model and depoly the binary into Github Release. if cargo build --example whisper --release; then FILE=\"/root/candle/target/release/examples/whisper\" MIME_TYPE=$(file -b --mime-type \"$FILE\") TAG=\"v$(date +%Y%m%d%H%M%S)\" RELEASE_NAME=\"CPU Whisper Binary Release\" GITHUB_TOKEN=\"$GITHUB_TOKEN\" # Token passed from GitHub Actions CREATE_RELEASE_RESPONSE=$(curl -X POST -H \"Authorization: token $GITHUB_TOKEN\" -H \"Content-Type: application/json\" -d \"{\\\"tag_name\\\": \\\"$TAG\\\", \\\"name\\\": \\\"$RELEASE_NAME\\\"}\" \"https://api.github.com/repos/nogibjj/candle_scott_Azure_vm/releases\") UPLOAD_URL=$(echo $CREATE_RELEASE_RESPONSE | jq -r .upload_url | sed \"s/{?name,label}//\") curl -X POST -H \"Authorization: token $GITHUB_TOKEN\" -H \"Content-Type: $MIME_TYPE\" --data-binary @\"$FILE\" \"$UPLOAD_URL?name=$(basename \"$FILE\")\"\nelse echo \"Cargo build failed.\"\nfi The example code in cloud-init.txt is set up to build the candle whisper binary and deploy the binary into the Github release. Note, after the runner build, it might takes up to 15 mins for this cpu VM to finish the work and deploy the whisper release in Github. After the binary deploy to Github, you will find out the release file in your github repo. image","breadcrumbs":"Azure Builds » Azure VM + Github Action » Start your Runner and Build the Binary","id":"58","title":"Start your Runner and Build the Binary"},"59":{"body":"You can check the log from Azure Portal: Go to the Azure Portal. Navigate to the \"Virtual Machines\" section. Find and select the VM you created (app-vm). Under the \"Support + troubleshooting\" section, find and click on \"Serial console\". The serial console will open in a new window. 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